Slow log
editSlow log
editThe slow log records database searching and indexing events that have execution durations above specified thresholds. You can use these logs to investigate analyze or troubleshoot your cluster’s historical search and indexing performance.
Slow logs report task duration at the shard level for searches, and at the index level for indexing, but might not encompass the full task execution time observed on the client. For example, slow logs don’t surface HTTP network delays or the impact of task queues.
Events that meet the specified threshold are emitted into Elasticsearch logging under the fileset.name
of slowlog
. These logs can be viewed in the following locations:
-
If Elasticsearch monitoring is enabled, from
Stack Monitoring. Slow log events have a
logger
value ofindex.search.slowlog
orindex.indexing.slowlog
. -
From local Elasticsearch service logs directory. Slow log files have a suffix of
_index_search_slowlog.json
or_index_indexing_slowlog.json
.
Slow log format
editThe following is an example of a search event in the slow log:
If a call was initiated with an X-Opaque-ID
header, then the ID is automatically included in Search slow logs in the elasticsearch.slowlog.id field. See X-Opaque-Id HTTP header for details and best practices.
{ "@timestamp": "2024-12-21T12:42:37.255Z", "auth.type": "REALM", "ecs.version": "1.2.0", "elasticsearch.cluster.name": "distribution_run", "elasticsearch.cluster.uuid": "Ui23kfF1SHKJwu_hI1iPPQ", "elasticsearch.node.id": "JK-jn-XpQ3OsDUsq5ZtfGg", "elasticsearch.node.name": "node-0", "elasticsearch.slowlog.id": "tomcat-123", "elasticsearch.slowlog.message": "[index6][0]", "elasticsearch.slowlog.search_type": "QUERY_THEN_FETCH", "elasticsearch.slowlog.source": "{\"query\":{\"match_all\":{\"boost\":1.0}}}", "elasticsearch.slowlog.stats": "[]", "elasticsearch.slowlog.took": "747.3micros", "elasticsearch.slowlog.took_millis": 0, "elasticsearch.slowlog.total_hits": "1 hits", "elasticsearch.slowlog.total_shards": 1, "event.dataset": "elasticsearch.index_search_slowlog", "fileset.name" : "slowlog", "log.level": "WARN", "log.logger": "index.search.slowlog.query", "process.thread.name": "elasticsearch[runTask-0][search][T#5]", "service.name": "ES_ECS", "user.name": "elastic", "user.realm": "reserved" }
The following is an example of an indexing event in the slow log:
{ "@timestamp" : "2024-12-11T22:34:22.613Z", "auth.type": "REALM", "ecs.version": "1.2.0", "elasticsearch.cluster.name" : "41bd111609d849fc9bf9d25b5df9ce96", "elasticsearch.cluster.uuid" : "BZTn4I9URXSK26imlia0QA", "elasticsearch.index.id" : "3VfGR7wRRRKmMCEn7Ii58g", "elasticsearch.index.name": "my-index-000001", "elasticsearch.node.id" : "GGiBgg21S3eqPDHzQiCMvQ", "elasticsearch.node.name" : "instance-0000000001", "elasticsearch.slowlog.id" : "RCHbt5MBT0oSsCOu54AJ", "elasticsearch.slowlog.source": "{\"key\":\"value\"}" "elasticsearch.slowlog.took" : "0.01ms", "event.dataset": "elasticsearch.index_indexing_slowlog", "fileset.name" : "slowlog", "log.level" : "TRACE", "log.logger" : "index.indexing.slowlog.index", "service.name" : "ES_ECS", "user.name": "elastic", "user.realm": "reserved" }
Enable slow logging
editYou can enable slow logging at two levels:
-
For all indices under the Elasticsearch
log4j2.properties
configuration file. This method requires a node restart. - At the index level, using the update indices settings API
By default, all thresholds are set to -1
, which results in no events being logged.
Slow log thresholds can be enabled for the four logging levels: trace
, debug
, info
, and warn
. You can mimic setting log level thresholds by disabling more verbose levels.
To view the current slow log settings, use the get index settings API:
resp = client.indices.get_settings( index="_all", expand_wildcards="all", filter_path="*.settings.index.*.slowlog", ) print(resp)
const response = await client.indices.getSettings({ index: "_all", expand_wildcards: "all", filter_path: "*.settings.index.*.slowlog", }); console.log(response);
GET _all/_settings?expand_wildcards=all&filter_path=*.settings.index.*.slowlog
Enable slow logging for search events
editSearch slow logs emit per shard. They must be enabled separately for the shard’s query and fetch search phases.
You can use the index.search.slowlog.include.user
setting to append user.*
and auth.type
fields to slow log entries. These fields contain information about the user who triggered the request.
The following snippet adjusts all available search slow log settings across all indices using the
log4j2.properties
configuration file:
index.search.slowlog.threshold.query.warn: 10s index.search.slowlog.threshold.query.info: 5s index.search.slowlog.threshold.query.debug: 2s index.search.slowlog.threshold.query.trace: 500ms index.search.slowlog.threshold.fetch.warn: 1s index.search.slowlog.threshold.fetch.info: 800ms index.search.slowlog.threshold.fetch.debug: 500ms index.search.slowlog.threshold.fetch.trace: 200ms index.search.slowlog.include.user: true
The following snippet adjusts the same settings for a single index using the update indices settings API:
resp = client.indices.put_settings( index="my-index-000001", settings={ "index.search.slowlog.threshold.query.warn": "10s", "index.search.slowlog.threshold.query.info": "5s", "index.search.slowlog.threshold.query.debug": "2s", "index.search.slowlog.threshold.query.trace": "500ms", "index.search.slowlog.threshold.fetch.warn": "1s", "index.search.slowlog.threshold.fetch.info": "800ms", "index.search.slowlog.threshold.fetch.debug": "500ms", "index.search.slowlog.threshold.fetch.trace": "200ms", "index.search.slowlog.include.user": True }, ) print(resp)
const response = await client.indices.putSettings({ index: "my-index-000001", settings: { "index.search.slowlog.threshold.query.warn": "10s", "index.search.slowlog.threshold.query.info": "5s", "index.search.slowlog.threshold.query.debug": "2s", "index.search.slowlog.threshold.query.trace": "500ms", "index.search.slowlog.threshold.fetch.warn": "1s", "index.search.slowlog.threshold.fetch.info": "800ms", "index.search.slowlog.threshold.fetch.debug": "500ms", "index.search.slowlog.threshold.fetch.trace": "200ms", "index.search.slowlog.include.user": true, }, }); console.log(response);
PUT /my-index-000001/_settings { "index.search.slowlog.threshold.query.warn": "10s", "index.search.slowlog.threshold.query.info": "5s", "index.search.slowlog.threshold.query.debug": "2s", "index.search.slowlog.threshold.query.trace": "500ms", "index.search.slowlog.threshold.fetch.warn": "1s", "index.search.slowlog.threshold.fetch.info": "800ms", "index.search.slowlog.threshold.fetch.debug": "500ms", "index.search.slowlog.threshold.fetch.trace": "200ms", "index.search.slowlog.include.user": true }
Enable slow logging for indexing events
editIndexing slow logs emit per index document.
You can use the index.indexing.slowlog.include.user
setting to append user.*
and auth.type
fields to slow log entries. These fields contain information about the user who triggered the request.
The following snippet adjusts all available indexing slow log settings across all indices using the
log4j2.properties
configuration file:
index.indexing.slowlog.threshold.index.warn: 10s index.indexing.slowlog.threshold.index.info: 5s index.indexing.slowlog.threshold.index.debug: 2s index.indexing.slowlog.threshold.index.trace: 500ms index.indexing.slowlog.source: 1000 index.indexing.slowlog.reformat: true index.indexing.slowlog.include.user: true
The following snippet adjusts the same settings for a single index using the update indices settings API:
resp = client.indices.put_settings( index="my-index-000001", settings={ "index.indexing.slowlog.threshold.index.warn": "10s", "index.indexing.slowlog.threshold.index.info": "5s", "index.indexing.slowlog.threshold.index.debug": "2s", "index.indexing.slowlog.threshold.index.trace": "500ms", "index.indexing.slowlog.source": "1000", "index.indexing.slowlog.reformat": True, "index.indexing.slowlog.include.user": True }, ) print(resp)
const response = await client.indices.putSettings({ index: "my-index-000001", settings: { "index.indexing.slowlog.threshold.index.warn": "10s", "index.indexing.slowlog.threshold.index.info": "5s", "index.indexing.slowlog.threshold.index.debug": "2s", "index.indexing.slowlog.threshold.index.trace": "500ms", "index.indexing.slowlog.source": "1000", "index.indexing.slowlog.reformat": true, "index.indexing.slowlog.include.user": true, }, }); console.log(response);
PUT /my-index-000001/_settings { "index.indexing.slowlog.threshold.index.warn": "10s", "index.indexing.slowlog.threshold.index.info": "5s", "index.indexing.slowlog.threshold.index.debug": "2s", "index.indexing.slowlog.threshold.index.trace": "500ms", "index.indexing.slowlog.source": "1000", "index.indexing.slowlog.reformat": true, "index.indexing.slowlog.include.user": true }
Logging the _source
field
editBy default, Elasticsearch logs the first 1000 characters of the _source
in the slow log. You can adjust how _source
is logged using the index.indexing.slowlog.source
setting. Set index.indexing.slowlog.source
to false
or 0
to skip logging the source entirely. Set index.indexing.slowlog.source
to true
to log the entire source regardless of size.
The original _source
is reformatted by default to make sure that it fits on a single log line. If preserving the original document format is important, then you can turn off reformatting by setting index.indexing.slowlog.reformat
to false
. This causes source to be logged with the original formatting intact, potentially spanning multiple log lines.
Best practices for slow logging
editLogging slow requests can be resource intensive to your Elasticsearch cluster depending on the qualifying traffic’s volume. For example, emitted logs might increase the index disk usage of your Elasticsearch monitoring cluster. To reduce the impact of slow logs, consider the following:
- Enable slow logs against specific indices rather than across all indices.
- Set high thresholds to reduce the number of logged events.
- Enable slow logs only when troubleshooting.
If you aren’t sure how to start investigating traffic issues, consider enabling the warn
threshold with a high 30s
threshold at the index level using the update indices settings API:
-
Enable for search requests:
resp = client.indices.put_settings( index="*", settings={ "index.search.slowlog.include.user": True, "index.search.slowlog.threshold.fetch.warn": "30s", "index.search.slowlog.threshold.query.warn": "30s" }, ) print(resp)
const response = await client.indices.putSettings({ index: "*", settings: { "index.search.slowlog.include.user": true, "index.search.slowlog.threshold.fetch.warn": "30s", "index.search.slowlog.threshold.query.warn": "30s", }, }); console.log(response);
PUT /*/_settings { "index.search.slowlog.include.user": true, "index.search.slowlog.threshold.fetch.warn": "30s", "index.search.slowlog.threshold.query.warn": "30s" }
-
Enable for indexing requests:
resp = client.indices.put_settings( index="*", settings={ "index.indexing.slowlog.include.user": True, "index.indexing.slowlog.threshold.index.warn": "30s" }, ) print(resp)
const response = await client.indices.putSettings({ index: "*", settings: { "index.indexing.slowlog.include.user": true, "index.indexing.slowlog.threshold.index.warn": "30s", }, }); console.log(response);
PUT /*/_settings { "index.indexing.slowlog.include.user": true, "index.indexing.slowlog.threshold.index.warn": "30s" }
Slow log thresholds being met does not guarantee cluster performance issues. In the event that symptoms are noticed, slow logs can provide helpful data to diagnose upstream traffic patterns or sources to resolve client-side issues. For example, you can use data included in X-Opaque-ID
, the _source
request body, or user.*
fields to identify the source of your issue. This is similar to troubleshooting live expensive tasks.
If you’re experiencing search performance issues, then you might also consider investigating searches flagged for their query durations using the profile API. You can then use the profiled query to investigate optimization options using the query profiler. This type of investigation should usually take place in a non-production environment.
Slow logging checks each event against the reporting threshold when the event is complete. This means that it can’t report if events trigger circuit breaker errors. If suspect circuit breaker errors, then you should also consider enabling audit logging, which logs events before they are executed.
Learn more
editTo learn about other ways to optimize your search and indexing requests, refer to tune for search speed and tune for indexing speed.